Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 181 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 38.3 KiB |
| Average record size in memory | 216.7 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 10 |
symboling is highly overall correlated with normalized_losses and 2 other fields | High correlation |
normalized_losses is highly overall correlated with symboling | High correlation |
wheel_base is highly overall correlated with symboling and 8 other fields | High correlation |
length is highly overall correlated with wheel_base and 9 other fields | High correlation |
width is highly overall correlated with wheel_base and 10 other fields | High correlation |
height is highly overall correlated with symboling and 3 other fields | High correlation |
curb_weight is highly overall correlated with wheel_base and 10 other fields | High correlation |
engine_size is highly overall correlated with wheel_base and 12 other fields | High correlation |
bore is highly overall correlated with wheel_base and 9 other fields | High correlation |
stroke is highly overall correlated with make and 1 other fields | High correlation |
compression_ratio is highly overall correlated with make and 4 other fields | High correlation |
horsepower is highly overall correlated with length and 9 other fields | High correlation |
peak_rpm is highly overall correlated with fuel_type | High correlation |
city_mpg is highly overall correlated with length and 7 other fields | High correlation |
highway_mpg is highly overall correlated with length and 8 other fields | High correlation |
price is highly overall correlated with wheel_base and 8 other fields | High correlation |
make is highly overall correlated with width and 10 other fields | High correlation |
fuel_type is highly overall correlated with compression_ratio and 2 other fields | High correlation |
aspiration is highly overall correlated with compression_ratio and 1 other fields | High correlation |
num_of_doors is highly overall correlated with body_style | High correlation |
body_style is highly overall correlated with height and 1 other fields | High correlation |
drive_wheels is highly overall correlated with make | High correlation |
engine_location is highly overall correlated with wheel_base and 4 other fields | High correlation |
engine_type is highly overall correlated with engine_size and 2 other fields | High correlation |
num_of_cylinders is highly overall correlated with width and 7 other fields | High correlation |
fuel_system is highly overall correlated with compression_ratio and 3 other fields | High correlation |
fuel_type is highly imbalanced (53.3%) | Imbalance |
engine_location is highly imbalanced (87.8%) | Imbalance |
num_of_cylinders is highly imbalanced (57.3%) | Imbalance |
ID is uniformly distributed | Uniform |
ID has unique values | Unique |
symboling has 59 (32.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-09-22 18:49:10.525188 |
|---|---|
| Analysis finished | 2023-09-22 18:49:27.724723 |
| Duration | 17.2 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
ID
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 181 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91 |
| Minimum | 1 |
|---|---|
| Maximum | 181 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 46 |
| median | 91 |
| Q3 | 136 |
| 95-th percentile | 172 |
| Maximum | 181 |
| Range | 180 |
| Interquartile range (IQR) | 90 |
Descriptive statistics
| Standard deviation | 52.394338 |
|---|---|
| Coefficient of variation (CV) | 0.57576196 |
| Kurtosis | -1.2 |
| Mean | 91 |
| Median Absolute Deviation (MAD) | 45 |
| Skewness | 0 |
| Sum | 16471 |
| Variance | 2745.1667 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.6% |
| 115 | 1 | 0.6% |
| 117 | 1 | 0.6% |
| 118 | 1 | 0.6% |
| 119 | 1 | 0.6% |
| 120 | 1 | 0.6% |
| 121 | 1 | 0.6% |
| 122 | 1 | 0.6% |
| 123 | 1 | 0.6% |
| 124 | 1 | 0.6% |
| Other values (171) | 171 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 181 | 1 | |
| 180 | 1 | |
| 179 | 1 | |
| 178 | 1 | |
| 177 | 1 | |
| 176 | 1 | |
| 175 | 1 | |
| 174 | 1 | |
| 173 | 1 | |
| 172 | 1 |
symboling
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.85082873 |
| Minimum | -2 |
|---|---|
| Maximum | 3 |
| Zeros | 59 |
| Zeros (%) | 32.6% |
| Negative | 23 |
| Negative (%) | 12.7% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 3 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2670446 |
|---|---|
| Coefficient of variation (CV) | 1.4891888 |
| Kurtosis | -0.79306123 |
| Mean | 0.85082873 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.23452382 |
| Sum | 154 |
| Variance | 1.6054021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 59 | |
| 1 | 45 | |
| 2 | 28 | |
| 3 | 26 | |
| -1 | 21 | 11.6% |
| -2 | 2 | 1.1% |
| Value | Count | Frequency (%) |
| -2 | 2 | 1.1% |
| -1 | 21 | 11.6% |
| 0 | 59 | |
| 1 | 45 | |
| 2 | 28 | |
| 3 | 26 |
| Value | Count | Frequency (%) |
| 3 | 26 | |
| 2 | 28 | |
| 1 | 45 | |
| 0 | 59 | |
| -1 | 21 | 11.6% |
| -2 | 2 | 1.1% |
normalized_losses
Real number (ℝ)
| Distinct | 51 |
|---|---|
| Distinct (%) | 28.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 119.76243 |
| Minimum | 65 |
|---|---|
| Maximum | 256 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 65 |
|---|---|
| 5-th percentile | 77 |
| Q1 | 98 |
| median | 115 |
| Q3 | 134 |
| 95-th percentile | 168 |
| Maximum | 256 |
| Range | 191 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 31.682872 |
|---|---|
| Coefficient of variation (CV) | 0.26454767 |
| Kurtosis | 1.9000768 |
| Mean | 119.76243 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 1.0463132 |
| Sum | 21677 |
| Variance | 1003.8044 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 115 | 37 | |
| 161 | 9 | 5.0% |
| 91 | 7 | 3.9% |
| 150 | 6 | 3.3% |
| 104 | 6 | 3.3% |
| 134 | 6 | 3.3% |
| 95 | 5 | 2.8% |
| 85 | 5 | 2.8% |
| 102 | 5 | 2.8% |
| 65 | 5 | 2.8% |
| Other values (41) | 90 |
| Value | Count | Frequency (%) |
| 65 | 5 | |
| 74 | 4 | |
| 77 | 1 | 0.6% |
| 78 | 1 | 0.6% |
| 81 | 2 | 1.1% |
| 83 | 3 | |
| 85 | 5 | |
| 87 | 1 | 0.6% |
| 89 | 2 | 1.1% |
| 90 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 256 | 1 | 0.6% |
| 231 | 1 | 0.6% |
| 197 | 2 | 1.1% |
| 194 | 2 | 1.1% |
| 192 | 1 | 0.6% |
| 188 | 1 | 0.6% |
| 186 | 1 | 0.6% |
| 168 | 3 | 1.7% |
| 164 | 2 | 1.1% |
| 161 | 9 |
make
Categorical
| Distinct | 22 |
|---|---|
| Distinct (%) | 12.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 KiB |
| toyota | |
|---|---|
| nissan | |
| mazda | |
| subaru | |
| mitsubishi | |
| Other values (17) |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 6.5966851 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1194 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | toyota |
|---|---|
| 2nd row | bmw |
| 3rd row | renault |
| 4th row | peugot |
| 5th row | volvo |
Common Values
| Value | Count | Frequency (%) |
| toyota | 28 | |
| nissan | 16 | 8.8% |
| mazda | 16 | 8.8% |
| subaru | 12 | 6.6% |
| mitsubishi | 12 | 6.6% |
| honda | 12 | 6.6% |
| volkswagen | 11 | 6.1% |
| dodge | 9 | 5.0% |
| volvo | 9 | 5.0% |
| peugot | 9 | 5.0% |
| Other values (12) | 47 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| toyota | 28 | |
| nissan | 16 | 8.8% |
| mazda | 16 | 8.8% |
| subaru | 12 | 6.6% |
| mitsubishi | 12 | 6.6% |
| honda | 12 | 6.6% |
| volkswagen | 11 | 6.1% |
| dodge | 9 | 5.0% |
| volvo | 9 | 5.0% |
| peugot | 9 | 5.0% |
| Other values (12) | 47 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 140 | 11.7% |
| o | 134 | 11.2% |
| s | 98 | 8.2% |
| t | 88 | 7.4% |
| e | 77 | 6.4% |
| u | 66 | 5.5% |
| n | 65 | 5.4% |
| i | 59 | 4.9% |
| d | 59 | 4.9% |
| m | 51 | 4.3% |
| Other values (15) | 357 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1183 | |
| Dash Punctuation | 11 | 0.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 140 | |
| o | 134 | 11.3% |
| s | 98 | 8.3% |
| t | 88 | 7.4% |
| e | 77 | 6.5% |
| u | 66 | 5.6% |
| n | 65 | 5.5% |
| i | 59 | 5.0% |
| d | 59 | 5.0% |
| m | 51 | 4.3% |
| Other values (14) | 346 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 11 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1183 | |
| Common | 11 | 0.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 140 | |
| o | 134 | 11.3% |
| s | 98 | 8.3% |
| t | 88 | 7.4% |
| e | 77 | 6.5% |
| u | 66 | 5.6% |
| n | 65 | 5.5% |
| i | 59 | 5.0% |
| d | 59 | 5.0% |
| m | 51 | 4.3% |
| Other values (14) | 346 |
Common
| Value | Count | Frequency (%) |
| - | 11 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1194 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 140 | 11.7% |
| o | 134 | 11.2% |
| s | 98 | 8.2% |
| t | 88 | 7.4% |
| e | 77 | 6.4% |
| u | 66 | 5.5% |
| n | 65 | 5.4% |
| i | 59 | 4.9% |
| d | 59 | 4.9% |
| m | 51 | 4.3% |
| Other values (15) | 357 |
fuel_type
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 KiB |
| gas | |
|---|---|
| diesel |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.2983425 |
| Min length | 3 |
Characters and Unicode
| Total characters | 597 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | gas |
|---|---|
| 2nd row | gas |
| 3rd row | gas |
| 4th row | diesel |
| 5th row | gas |
Common Values
| Value | Count | Frequency (%) |
| gas | 163 | |
| diesel | 18 | 9.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gas | 163 | |
| diesel | 18 | 9.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 181 | |
| g | 163 | |
| a | 163 | |
| e | 36 | 6.0% |
| d | 18 | 3.0% |
| i | 18 | 3.0% |
| l | 18 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 597 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 181 | |
| g | 163 | |
| a | 163 | |
| e | 36 | 6.0% |
| d | 18 | 3.0% |
| i | 18 | 3.0% |
| l | 18 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 597 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 181 | |
| g | 163 | |
| a | 163 | |
| e | 36 | 6.0% |
| d | 18 | 3.0% |
| i | 18 | 3.0% |
| l | 18 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 597 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 181 | |
| g | 163 | |
| a | 163 | |
| e | 36 | 6.0% |
| d | 18 | 3.0% |
| i | 18 | 3.0% |
| l | 18 | 3.0% |
aspiration
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 KiB |
| std | |
|---|---|
| turbo |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.3756906 |
| Min length | 3 |
Characters and Unicode
| Total characters | 611 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | std |
|---|---|
| 2nd row | std |
| 3rd row | std |
| 4th row | turbo |
| 5th row | std |
Common Values
| Value | Count | Frequency (%) |
| std | 147 | |
| turbo | 34 | 18.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| std | 147 | |
| turbo | 34 | 18.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 181 | |
| s | 147 | |
| d | 147 | |
| u | 34 | 5.6% |
| r | 34 | 5.6% |
| b | 34 | 5.6% |
| o | 34 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 611 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 181 | |
| s | 147 | |
| d | 147 | |
| u | 34 | 5.6% |
| r | 34 | 5.6% |
| b | 34 | 5.6% |
| o | 34 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 611 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 181 | |
| s | 147 | |
| d | 147 | |
| u | 34 | 5.6% |
| r | 34 | 5.6% |
| b | 34 | 5.6% |
| o | 34 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 611 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 181 | |
| s | 147 | |
| d | 147 | |
| u | 34 | 5.6% |
| r | 34 | 5.6% |
| b | 34 | 5.6% |
| o | 34 | 5.6% |
num_of_doors
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 KiB |
| four | |
|---|---|
| two | |
| ? | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.5414365 |
| Min length | 1 |
Characters and Unicode
| Total characters | 641 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | four |
|---|---|
| 2nd row | two |
| 3rd row | four |
| 4th row | four |
| 5th row | four |
Common Values
| Value | Count | Frequency (%) |
| four | 102 | |
| two | 77 | |
| ? | 2 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| four | 102 | |
| two | 77 | |
| 2 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 179 | |
| f | 102 | |
| u | 102 | |
| r | 102 | |
| t | 77 | |
| w | 77 | |
| ? | 2 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 639 | |
| Other Punctuation | 2 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 179 | |
| f | 102 | |
| u | 102 | |
| r | 102 | |
| t | 77 | |
| w | 77 |
Other Punctuation
| Value | Count | Frequency (%) |
| ? | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 639 | |
| Common | 2 | 0.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 179 | |
| f | 102 | |
| u | 102 | |
| r | 102 | |
| t | 77 | |
| w | 77 |
Common
| Value | Count | Frequency (%) |
| ? | 2 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 641 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 179 | |
| f | 102 | |
| u | 102 | |
| r | 102 | |
| t | 77 | |
| w | 77 | |
| ? | 2 | 0.3% |
body_style
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 KiB |
| sedan | |
|---|---|
| hatchback | |
| wagon | |
| hardtop | 8 |
| convertible | 6 |
Length
| Max length | 11 |
|---|---|
| Median length | 5 |
| Mean length | 6.6574586 |
| Min length | 5 |
Characters and Unicode
| Total characters | 1205 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | hatchback |
|---|---|
| 2nd row | sedan |
| 3rd row | wagon |
| 4th row | sedan |
| 5th row | sedan |
Common Values
| Value | Count | Frequency (%) |
| sedan | 83 | |
| hatchback | 62 | |
| wagon | 22 | 12.2% |
| hardtop | 8 | 4.4% |
| convertible | 6 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sedan | 83 | |
| hatchback | 62 | |
| wagon | 22 | 12.2% |
| hardtop | 8 | 4.4% |
| convertible | 6 | 3.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 237 | |
| h | 132 | |
| c | 130 | |
| n | 111 | |
| e | 95 | |
| d | 91 | 7.6% |
| s | 83 | 6.9% |
| t | 76 | 6.3% |
| b | 68 | 5.6% |
| k | 62 | 5.1% |
| Other values (8) | 120 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1205 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 237 | |
| h | 132 | |
| c | 130 | |
| n | 111 | |
| e | 95 | |
| d | 91 | 7.6% |
| s | 83 | 6.9% |
| t | 76 | 6.3% |
| b | 68 | 5.6% |
| k | 62 | 5.1% |
| Other values (8) | 120 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1205 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 237 | |
| h | 132 | |
| c | 130 | |
| n | 111 | |
| e | 95 | |
| d | 91 | 7.6% |
| s | 83 | 6.9% |
| t | 76 | 6.3% |
| b | 68 | 5.6% |
| k | 62 | 5.1% |
| Other values (8) | 120 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1205 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 237 | |
| h | 132 | |
| c | 130 | |
| n | 111 | |
| e | 95 | |
| d | 91 | 7.6% |
| s | 83 | 6.9% |
| t | 76 | 6.3% |
| b | 68 | 5.6% |
| k | 62 | 5.1% |
| Other values (8) | 120 |
drive_wheels
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 KiB |
| fwd | |
|---|---|
| rwd | |
| 4wd | 8 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 543 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | fwd |
|---|---|
| 2nd row | rwd |
| 3rd row | fwd |
| 4th row | rwd |
| 5th row | rwd |
Common Values
| Value | Count | Frequency (%) |
| fwd | 108 | |
| rwd | 65 | |
| 4wd | 8 | 4.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fwd | 108 | |
| rwd | 65 | |
| 4wd | 8 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| w | 181 | |
| d | 181 | |
| f | 108 | |
| r | 65 | 12.0% |
| 4 | 8 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 535 | |
| Decimal Number | 8 | 1.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| w | 181 | |
| d | 181 | |
| f | 108 | |
| r | 65 | 12.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 8 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 535 | |
| Common | 8 | 1.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| w | 181 | |
| d | 181 | |
| f | 108 | |
| r | 65 | 12.1% |
Common
| Value | Count | Frequency (%) |
| 4 | 8 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 543 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| w | 181 | |
| d | 181 | |
| f | 108 | |
| r | 65 | 12.0% |
| 4 | 8 | 1.5% |
engine_location
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 KiB |
| front | |
|---|---|
| rear | 3 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9834254 |
| Min length | 4 |
Characters and Unicode
| Total characters | 902 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | front |
|---|---|
| 2nd row | front |
| 3rd row | front |
| 4th row | front |
| 5th row | front |
Common Values
| Value | Count | Frequency (%) |
| front | 178 | |
| rear | 3 | 1.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| front | 178 | |
| rear | 3 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 184 | |
| f | 178 | |
| o | 178 | |
| n | 178 | |
| t | 178 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 902 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 184 | |
| f | 178 | |
| o | 178 | |
| n | 178 | |
| t | 178 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 902 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 184 | |
| f | 178 | |
| o | 178 | |
| n | 178 | |
| t | 178 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 902 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 184 | |
| f | 178 | |
| o | 178 | |
| n | 178 | |
| t | 178 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
wheel_base
Real number (ℝ)
| Distinct | 52 |
|---|---|
| Distinct (%) | 28.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 98.729282 |
| Minimum | 86.6 |
|---|---|
| Maximum | 120.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 86.6 |
|---|---|
| 5-th percentile | 91.3 |
| Q1 | 94.5 |
| median | 96.9 |
| Q3 | 102.4 |
| 95-th percentile | 110 |
| Maximum | 120.9 |
| Range | 34.3 |
| Interquartile range (IQR) | 7.9 |
Descriptive statistics
| Standard deviation | 6.1161965 |
|---|---|
| Coefficient of variation (CV) | 0.061949165 |
| Kurtosis | 1.0157942 |
| Mean | 98.729282 |
| Median Absolute Deviation (MAD) | 2.6 |
| Skewness | 1.0467193 |
| Sum | 17870 |
| Variance | 37.40786 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 93.7 | 17 | 9.4% |
| 94.5 | 15 | 8.3% |
| 95.7 | 11 | 6.1% |
| 96.5 | 8 | 4.4% |
| 97.3 | 6 | 3.3% |
| 98.8 | 6 | 3.3% |
| 98.4 | 6 | 3.3% |
| 96.3 | 6 | 3.3% |
| 100.4 | 6 | 3.3% |
| 102.4 | 5 | 2.8% |
| Other values (42) | 95 |
| Value | Count | Frequency (%) |
| 86.6 | 2 | 1.1% |
| 88.4 | 1 | 0.6% |
| 88.6 | 2 | 1.1% |
| 89.5 | 3 | 1.7% |
| 91.3 | 2 | 1.1% |
| 93 | 1 | 0.6% |
| 93.1 | 5 | 2.8% |
| 93.3 | 1 | 0.6% |
| 93.7 | 17 | |
| 94.3 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 120.9 | 1 | 0.6% |
| 115.6 | 2 | 1.1% |
| 114.2 | 3 | |
| 113 | 2 | 1.1% |
| 112 | 1 | 0.6% |
| 110 | 3 | |
| 109.1 | 5 | |
| 108 | 1 | 0.6% |
| 107.9 | 5 | |
| 106.7 | 1 | 0.6% |
length
Real number (ℝ)
| Distinct | 72 |
|---|---|
| Distinct (%) | 39.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 174.17403 |
| Minimum | 141.1 |
|---|---|
| Maximum | 208.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 141.1 |
|---|---|
| 5-th percentile | 157.3 |
| Q1 | 166.8 |
| median | 173.2 |
| Q3 | 183.1 |
| 95-th percentile | 197 |
| Maximum | 208.1 |
| Range | 67 |
| Interquartile range (IQR) | 16.3 |
Descriptive statistics
| Standard deviation | 12.336569 |
|---|---|
| Coefficient of variation (CV) | 0.070828979 |
| Kurtosis | -0.0040332166 |
| Mean | 174.17403 |
| Median Absolute Deviation (MAD) | 6.9 |
| Skewness | 0.16648849 |
| Sum | 31525.5 |
| Variance | 152.19093 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 157.3 | 14 | 7.7% |
| 188.8 | 9 | 5.0% |
| 171.7 | 6 | 3.3% |
| 186.7 | 6 | 3.3% |
| 176.2 | 6 | 3.3% |
| 177.8 | 6 | 3.3% |
| 166.3 | 6 | 3.3% |
| 175.6 | 5 | 2.8% |
| 172 | 5 | 2.8% |
| 186.6 | 5 | 2.8% |
| Other values (62) | 113 |
| Value | Count | Frequency (%) |
| 141.1 | 1 | 0.6% |
| 144.6 | 2 | 1.1% |
| 150 | 2 | 1.1% |
| 155.9 | 1 | 0.6% |
| 156.9 | 1 | 0.6% |
| 157.1 | 1 | 0.6% |
| 157.3 | 14 | |
| 157.9 | 1 | 0.6% |
| 158.7 | 2 | 1.1% |
| 158.8 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 208.1 | 1 | 0.6% |
| 202.6 | 2 | |
| 199.6 | 2 | |
| 199.2 | 1 | 0.6% |
| 198.9 | 3 | |
| 197 | 1 | 0.6% |
| 193.8 | 1 | 0.6% |
| 192.7 | 3 | |
| 191.7 | 1 | 0.6% |
| 190.9 | 2 |
width
Real number (ℝ)
| Distinct | 43 |
|---|---|
| Distinct (%) | 23.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.943646 |
| Minimum | 60.3 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 60.3 |
|---|---|
| 5-th percentile | 63.6 |
| Q1 | 64.2 |
| median | 65.5 |
| Q3 | 66.6 |
| 95-th percentile | 70.5 |
| Maximum | 72 |
| Range | 11.7 |
| Interquartile range (IQR) | 2.4 |
Descriptive statistics
| Standard deviation | 2.1461143 |
|---|---|
| Coefficient of variation (CV) | 0.032544671 |
| Kurtosis | 0.61327037 |
| Mean | 65.943646 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | 0.85445819 |
| Sum | 11935.8 |
| Variance | 4.6058066 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 66.5 | 22 | 12.2% |
| 63.8 | 21 | 11.6% |
| 65.4 | 15 | 8.3% |
| 64.4 | 8 | 4.4% |
| 63.6 | 8 | 4.4% |
| 68.4 | 8 | 4.4% |
| 65.5 | 7 | 3.9% |
| 65.2 | 7 | 3.9% |
| 64.2 | 6 | 3.3% |
| 64 | 6 | 3.3% |
| Other values (33) | 73 |
| Value | Count | Frequency (%) |
| 60.3 | 1 | 0.6% |
| 61.8 | 1 | 0.6% |
| 62.5 | 1 | 0.6% |
| 63.4 | 1 | 0.6% |
| 63.6 | 8 | 4.4% |
| 63.8 | 21 | |
| 63.9 | 3 | 1.7% |
| 64 | 6 | 3.3% |
| 64.1 | 2 | 1.1% |
| 64.2 | 6 | 3.3% |
| Value | Count | Frequency (%) |
| 72 | 1 | 0.6% |
| 71.7 | 3 | |
| 71.4 | 3 | |
| 70.9 | 1 | 0.6% |
| 70.6 | 1 | 0.6% |
| 70.5 | 1 | 0.6% |
| 70.3 | 3 | |
| 69.6 | 2 | |
| 68.9 | 4 | |
| 68.8 | 1 | 0.6% |
height
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | 26.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.709945 |
| Minimum | 47.8 |
|---|---|
| Maximum | 59.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 47.8 |
|---|---|
| 5-th percentile | 49.7 |
| Q1 | 51.6 |
| median | 54.1 |
| Q3 | 55.5 |
| 95-th percentile | 58.3 |
| Maximum | 59.8 |
| Range | 12 |
| Interquartile range (IQR) | 3.9 |
Descriptive statistics
| Standard deviation | 2.4977346 |
|---|---|
| Coefficient of variation (CV) | 0.046504137 |
| Kurtosis | -0.44896264 |
| Mean | 53.709945 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 0.067837784 |
| Sum | 9721.5 |
| Variance | 6.2386783 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 50.8 | 12 | 6.6% |
| 55.7 | 10 | 5.5% |
| 54.1 | 10 | 5.5% |
| 52 | 9 | 5.0% |
| 55.5 | 9 | 5.0% |
| 54.5 | 8 | 4.4% |
| 51.6 | 7 | 3.9% |
| 56.7 | 6 | 3.3% |
| 50.2 | 6 | 3.3% |
| 52.8 | 6 | 3.3% |
| Other values (38) | 98 |
| Value | Count | Frequency (%) |
| 47.8 | 1 | 0.6% |
| 48.8 | 2 | 1.1% |
| 49.4 | 2 | 1.1% |
| 49.6 | 4 | 2.2% |
| 49.7 | 3 | 1.7% |
| 50.2 | 6 | |
| 50.5 | 1 | 0.6% |
| 50.6 | 5 | |
| 50.8 | 12 | |
| 51 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 59.8 | 2 | 1.1% |
| 59.1 | 3 | |
| 58.7 | 4 | |
| 58.3 | 1 | 0.6% |
| 57.5 | 2 | 1.1% |
| 56.7 | 6 | |
| 56.5 | 2 | 1.1% |
| 56.3 | 2 | 1.1% |
| 56.2 | 2 | 1.1% |
| 56.1 | 6 |
curb_weight
Real number (ℝ)
| Distinct | 155 |
|---|---|
| Distinct (%) | 85.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2564.1657 |
| Minimum | 1488 |
|---|---|
| Maximum | 4066 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 1488 |
|---|---|
| 5-th percentile | 1900 |
| Q1 | 2190 |
| median | 2420 |
| Q3 | 2935 |
| 95-th percentile | 3515 |
| Maximum | 4066 |
| Range | 2578 |
| Interquartile range (IQR) | 745 |
Descriptive statistics
| Standard deviation | 523.48902 |
|---|---|
| Coefficient of variation (CV) | 0.20415569 |
| Kurtosis | 0.065088963 |
| Mean | 2564.1657 |
| Median Absolute Deviation (MAD) | 380 |
| Skewness | 0.71768623 |
| Sum | 464114 |
| Variance | 274040.75 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2385 | 4 | 2.2% |
| 3252 | 2 | 1.1% |
| 3139 | 2 | 1.1% |
| 1918 | 2 | 1.1% |
| 2410 | 2 | 1.1% |
| 2380 | 2 | 1.1% |
| 2290 | 2 | 1.1% |
| 2191 | 2 | 1.1% |
| 2548 | 2 | 1.1% |
| 1989 | 2 | 1.1% |
| Other values (145) | 159 |
| Value | Count | Frequency (%) |
| 1488 | 1 | |
| 1713 | 1 | |
| 1819 | 1 | |
| 1837 | 1 | |
| 1874 | 1 | |
| 1876 | 2 | |
| 1889 | 1 | |
| 1890 | 1 | |
| 1900 | 1 | |
| 1905 | 1 |
| Value | Count | Frequency (%) |
| 4066 | 2 | |
| 3950 | 1 | |
| 3900 | 1 | |
| 3770 | 1 | |
| 3750 | 1 | |
| 3740 | 1 | |
| 3715 | 1 | |
| 3685 | 1 | |
| 3515 | 1 | |
| 3505 | 1 |
engine_type
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 KiB |
| ohc | |
|---|---|
| ohcf | |
| ohcv | |
| dohc | 11 |
| l | 10 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.1491713 |
| Min length | 1 |
Characters and Unicode
| Total characters | 570 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ohc |
|---|---|
| 2nd row | ohc |
| 3rd row | ohc |
| 4th row | l |
| 5th row | ohc |
Common Values
| Value | Count | Frequency (%) |
| ohc | 128 | |
| ohcf | 15 | 8.3% |
| ohcv | 13 | 7.2% |
| dohc | 11 | 6.1% |
| l | 10 | 5.5% |
| rotor | 4 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ohc | 128 | |
| ohcf | 15 | 8.3% |
| ohcv | 13 | 7.2% |
| dohc | 11 | 6.1% |
| l | 10 | 5.5% |
| rotor | 4 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 175 | |
| h | 167 | |
| c | 167 | |
| f | 15 | 2.6% |
| v | 13 | 2.3% |
| d | 11 | 1.9% |
| l | 10 | 1.8% |
| r | 8 | 1.4% |
| t | 4 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 570 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 175 | |
| h | 167 | |
| c | 167 | |
| f | 15 | 2.6% |
| v | 13 | 2.3% |
| d | 11 | 1.9% |
| l | 10 | 1.8% |
| r | 8 | 1.4% |
| t | 4 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 570 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 175 | |
| h | 167 | |
| c | 167 | |
| f | 15 | 2.6% |
| v | 13 | 2.3% |
| d | 11 | 1.9% |
| l | 10 | 1.8% |
| r | 8 | 1.4% |
| t | 4 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 570 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 175 | |
| h | 167 | |
| c | 167 | |
| f | 15 | 2.6% |
| v | 13 | 2.3% |
| d | 11 | 1.9% |
| l | 10 | 1.8% |
| r | 8 | 1.4% |
| t | 4 | 0.7% |
num_of_cylinders
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 7 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 KiB |
| four | |
|---|---|
| six | |
| five | 9 |
| two | 4 |
| eight | 4 |
| Other values (2) | 2 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 3.8950276 |
| Min length | 3 |
Characters and Unicode
| Total characters | 705 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 1.1% |
Sample
| 1st row | four |
|---|---|
| 2nd row | six |
| 3rd row | four |
| 4th row | four |
| 5th row | four |
Common Values
| Value | Count | Frequency (%) |
| four | 140 | |
| six | 22 | 12.2% |
| five | 9 | 5.0% |
| two | 4 | 2.2% |
| eight | 4 | 2.2% |
| three | 1 | 0.6% |
| twelve | 1 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| four | 140 | |
| six | 22 | 12.2% |
| five | 9 | 5.0% |
| two | 4 | 2.2% |
| eight | 4 | 2.2% |
| three | 1 | 0.6% |
| twelve | 1 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 149 | |
| o | 144 | |
| r | 141 | |
| u | 140 | |
| i | 35 | 5.0% |
| s | 22 | 3.1% |
| x | 22 | 3.1% |
| e | 17 | 2.4% |
| v | 10 | 1.4% |
| t | 10 | 1.4% |
| Other values (4) | 15 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 705 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| f | 149 | |
| o | 144 | |
| r | 141 | |
| u | 140 | |
| i | 35 | 5.0% |
| s | 22 | 3.1% |
| x | 22 | 3.1% |
| e | 17 | 2.4% |
| v | 10 | 1.4% |
| t | 10 | 1.4% |
| Other values (4) | 15 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 705 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| f | 149 | |
| o | 144 | |
| r | 141 | |
| u | 140 | |
| i | 35 | 5.0% |
| s | 22 | 3.1% |
| x | 22 | 3.1% |
| e | 17 | 2.4% |
| v | 10 | 1.4% |
| t | 10 | 1.4% |
| Other values (4) | 15 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 705 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| f | 149 | |
| o | 144 | |
| r | 141 | |
| u | 140 | |
| i | 35 | 5.0% |
| s | 22 | 3.1% |
| x | 22 | 3.1% |
| e | 17 | 2.4% |
| v | 10 | 1.4% |
| t | 10 | 1.4% |
| Other values (4) | 15 | 2.1% |
engine_size
Real number (ℝ)
| Distinct | 43 |
|---|---|
| Distinct (%) | 23.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 127.90055 |
| Minimum | 61 |
|---|---|
| Maximum | 326 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 61 |
|---|---|
| 5-th percentile | 90 |
| Q1 | 98 |
| median | 120 |
| Q3 | 146 |
| 95-th percentile | 194 |
| Maximum | 326 |
| Range | 265 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 42.578438 |
|---|---|
| Coefficient of variation (CV) | 0.33290269 |
| Kurtosis | 5.2867129 |
| Mean | 127.90055 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | 1.9509667 |
| Sum | 23150 |
| Variance | 1812.9234 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 122 | 15 | 8.3% |
| 108 | 12 | 6.6% |
| 92 | 12 | 6.6% |
| 98 | 12 | 6.6% |
| 97 | 11 | 6.1% |
| 110 | 11 | 6.1% |
| 90 | 9 | 5.0% |
| 109 | 8 | 4.4% |
| 141 | 6 | 3.3% |
| 152 | 6 | 3.3% |
| Other values (33) | 79 |
| Value | Count | Frequency (%) |
| 61 | 1 | 0.6% |
| 70 | 3 | 1.7% |
| 79 | 1 | 0.6% |
| 80 | 1 | 0.6% |
| 90 | 9 | |
| 91 | 5 | |
| 92 | 12 | |
| 97 | 11 | |
| 98 | 12 | |
| 103 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 326 | 1 | 0.6% |
| 308 | 1 | 0.6% |
| 304 | 1 | 0.6% |
| 258 | 2 | 1.1% |
| 234 | 2 | 1.1% |
| 209 | 2 | 1.1% |
| 194 | 3 | |
| 183 | 4 | |
| 181 | 6 | |
| 173 | 1 | 0.6% |
fuel_system
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 KiB |
| mpfi | |
|---|---|
| 2bbl | |
| idi | |
| 1bbl | |
| spdi | |
| Other values (3) | 5 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.8950276 |
| Min length | 3 |
Characters and Unicode
| Total characters | 705 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 1.1% |
Sample
| 1st row | mpfi |
|---|---|
| 2nd row | mpfi |
| 3rd row | mpfi |
| 4th row | idi |
| 5th row | mpfi |
Common Values
| Value | Count | Frequency (%) |
| mpfi | 81 | |
| 2bbl | 58 | |
| idi | 18 | 9.9% |
| 1bbl | 10 | 5.5% |
| spdi | 9 | 5.0% |
| 4bbl | 3 | 1.7% |
| mfi | 1 | 0.6% |
| spfi | 1 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mpfi | 81 | |
| 2bbl | 58 | |
| idi | 18 | 9.9% |
| 1bbl | 10 | 5.5% |
| spdi | 9 | 5.0% |
| 4bbl | 3 | 1.7% |
| mfi | 1 | 0.6% |
| spfi | 1 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| b | 142 | |
| i | 128 | |
| p | 91 | |
| f | 83 | |
| m | 82 | |
| l | 71 | |
| 2 | 58 | |
| d | 27 | 3.8% |
| 1 | 10 | 1.4% |
| s | 10 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 634 | |
| Decimal Number | 71 | 10.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| b | 142 | |
| i | 128 | |
| p | 91 | |
| f | 83 | |
| m | 82 | |
| l | 71 | |
| d | 27 | 4.3% |
| s | 10 | 1.6% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 58 | |
| 1 | 10 | 14.1% |
| 4 | 3 | 4.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 634 | |
| Common | 71 | 10.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| b | 142 | |
| i | 128 | |
| p | 91 | |
| f | 83 | |
| m | 82 | |
| l | 71 | |
| d | 27 | 4.3% |
| s | 10 | 1.6% |
Common
| Value | Count | Frequency (%) |
| 2 | 58 | |
| 1 | 10 | 14.1% |
| 4 | 3 | 4.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 705 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| b | 142 | |
| i | 128 | |
| p | 91 | |
| f | 83 | |
| m | 82 | |
| l | 71 | |
| 2 | 58 | |
| d | 27 | 3.8% |
| 1 | 10 | 1.4% |
| s | 10 | 1.4% |
bore
Real number (ℝ)
| Distinct | 36 |
|---|---|
| Distinct (%) | 19.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3387845 |
| Minimum | 2.68 |
|---|---|
| Maximum | 3.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 2.68 |
|---|---|
| 5-th percentile | 2.97 |
| Q1 | 3.15 |
| median | 3.33 |
| Q3 | 3.59 |
| 95-th percentile | 3.78 |
| Maximum | 3.94 |
| Range | 1.26 |
| Interquartile range (IQR) | 0.44 |
Descriptive statistics
| Standard deviation | 0.26229471 |
|---|---|
| Coefficient of variation (CV) | 0.078559939 |
| Kurtosis | -1.013091 |
| Mean | 3.3387845 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | 0.025849572 |
| Sum | 604.32 |
| Variance | 0.068798514 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 3.62 | 21 | 11.6% |
| 3.19 | 18 | 9.9% |
| 3.15 | 13 | 7.2% |
| 2.97 | 10 | 5.5% |
| 3.03 | 10 | 5.5% |
| 3.43 | 8 | 4.4% |
| 3.46 | 7 | 3.9% |
| 3.31 | 7 | 3.9% |
| 3.78 | 7 | 3.9% |
| 3.39 | 6 | 3.3% |
| Other values (26) | 74 |
| Value | Count | Frequency (%) |
| 2.68 | 1 | 0.6% |
| 2.91 | 6 | |
| 2.92 | 1 | 0.6% |
| 2.97 | 10 | |
| 2.99 | 1 | 0.6% |
| 3.01 | 4 | 2.2% |
| 3.03 | 10 | |
| 3.05 | 5 | |
| 3.08 | 1 | 0.6% |
| 3.13 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 3.94 | 1 | 0.6% |
| 3.8 | 2 | 1.1% |
| 3.78 | 7 | 3.9% |
| 3.74 | 3 | 1.7% |
| 3.7 | 5 | 2.8% |
| 3.63 | 2 | 1.1% |
| 3.62 | 21 | |
| 3.61 | 1 | 0.6% |
| 3.6 | 1 | 0.6% |
| 3.59 | 3 | 1.7% |
stroke
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 18.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2761326 |
| Minimum | 2.19 |
|---|---|
| Maximum | 4.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 2.19 |
|---|---|
| 5-th percentile | 2.64 |
| Q1 | 3.12 |
| median | 3.35 |
| Q3 | 3.46 |
| 95-th percentile | 3.64 |
| Maximum | 4.17 |
| Range | 1.98 |
| Interquartile range (IQR) | 0.34 |
Descriptive statistics
| Standard deviation | 0.30658779 |
|---|---|
| Coefficient of variation (CV) | 0.093582228 |
| Kurtosis | 1.3920991 |
| Mean | 3.2761326 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | -0.45846823 |
| Sum | 592.98 |
| Variance | 0.093996071 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 3.4 | 17 | 9.4% |
| 3.03 | 12 | 6.6% |
| 3.15 | 12 | 6.6% |
| 3.39 | 12 | 6.6% |
| 3.23 | 12 | 6.6% |
| 3.35 | 12 | 6.6% |
| 2.64 | 11 | 6.1% |
| 3.46 | 8 | 4.4% |
| 3.29 | 7 | 3.9% |
| 3.58 | 6 | 3.3% |
| Other values (24) | 72 |
| Value | Count | Frequency (%) |
| 2.19 | 1 | 0.6% |
| 2.36 | 1 | 0.6% |
| 2.64 | 11 | |
| 2.68 | 2 | 1.1% |
| 2.76 | 1 | 0.6% |
| 2.8 | 1 | 0.6% |
| 2.87 | 1 | 0.6% |
| 2.9 | 3 | 1.7% |
| 3.03 | 12 | |
| 3.07 | 6 |
| Value | Count | Frequency (%) |
| 4.17 | 2 | 1.1% |
| 3.9 | 3 | 1.7% |
| 3.86 | 4 | |
| 3.64 | 5 | |
| 3.58 | 6 | |
| 3.54 | 4 | |
| 3.52 | 5 | |
| 3.5 | 6 | |
| 3.47 | 4 | |
| 3.46 | 8 |
compression_ratio
Real number (ℝ)
| Distinct | 32 |
|---|---|
| Distinct (%) | 17.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.154254 |
| Minimum | 7 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 7.5 |
| Q1 | 8.6 |
| median | 9 |
| Q3 | 9.4 |
| 95-th percentile | 21.5 |
| Maximum | 23 |
| Range | 16 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 3.9823063 |
|---|---|
| Coefficient of variation (CV) | 0.39218107 |
| Kurtosis | 5.0778278 |
| Mean | 10.154254 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 2.582607 |
| Sum | 1837.92 |
| Variance | 15.858763 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 9 | 43 | |
| 9.4 | 21 | |
| 8.5 | 13 | 7.2% |
| 9.5 | 12 | 6.6% |
| 9.3 | 10 | 5.5% |
| 8.7 | 9 | 5.0% |
| 9.2 | 7 | 3.9% |
| 7 | 6 | 3.3% |
| 8 | 6 | 3.3% |
| 8.6 | 5 | 2.8% |
| Other values (22) | 49 |
| Value | Count | Frequency (%) |
| 7 | 6 | |
| 7.5 | 4 | 2.2% |
| 7.6 | 4 | 2.2% |
| 7.7 | 2 | 1.1% |
| 7.8 | 1 | 0.6% |
| 8 | 6 | |
| 8.1 | 2 | 1.1% |
| 8.3 | 3 | 1.7% |
| 8.4 | 3 | 1.7% |
| 8.5 | 13 |
| Value | Count | Frequency (%) |
| 23 | 4 | |
| 22.7 | 1 | 0.6% |
| 22.5 | 2 | 1.1% |
| 22 | 1 | 0.6% |
| 21.9 | 1 | 0.6% |
| 21.5 | 4 | |
| 21 | 5 | |
| 11.5 | 1 | 0.6% |
| 10.1 | 1 | 0.6% |
| 10 | 2 | 1.1% |
horsepower
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 31.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.0663 |
| Minimum | 48 |
|---|---|
| Maximum | 262 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 48 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 72 |
| median | 95 |
| Q3 | 116 |
| 95-th percentile | 176 |
| Maximum | 262 |
| Range | 214 |
| Interquartile range (IQR) | 44 |
Descriptive statistics
| Standard deviation | 37.768094 |
|---|---|
| Coefficient of variation (CV) | 0.36292339 |
| Kurtosis | 1.3374009 |
| Mean | 104.0663 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 1.1559094 |
| Sum | 18836 |
| Variance | 1426.4289 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 68 | 16 | 8.8% |
| 116 | 9 | 5.0% |
| 69 | 8 | 4.4% |
| 95 | 8 | 4.4% |
| 70 | 8 | 4.4% |
| 110 | 6 | 3.3% |
| 88 | 6 | 3.3% |
| 82 | 5 | 2.8% |
| 145 | 5 | 2.8% |
| 62 | 5 | 2.8% |
| Other values (47) | 105 |
| Value | Count | Frequency (%) |
| 48 | 1 | 0.6% |
| 52 | 2 | 1.1% |
| 55 | 1 | 0.6% |
| 56 | 1 | 0.6% |
| 58 | 1 | 0.6% |
| 60 | 1 | 0.6% |
| 62 | 5 | 2.8% |
| 64 | 1 | 0.6% |
| 68 | 16 | |
| 69 | 8 |
| Value | Count | Frequency (%) |
| 262 | 1 | 0.6% |
| 207 | 3 | |
| 200 | 1 | 0.6% |
| 184 | 2 | 1.1% |
| 182 | 2 | 1.1% |
| 176 | 2 | 1.1% |
| 175 | 1 | 0.6% |
| 162 | 1 | 0.6% |
| 161 | 2 | 1.1% |
| 160 | 5 |
peak_rpm
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | 12.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5106.6298 |
| Minimum | 4150 |
|---|---|
| Maximum | 6600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 4150 |
|---|---|
| 5-th percentile | 4200 |
| Q1 | 4800 |
| median | 5100 |
| Q3 | 5500 |
| 95-th percentile | 5900 |
| Maximum | 6600 |
| Range | 2450 |
| Interquartile range (IQR) | 700 |
Descriptive statistics
| Standard deviation | 470.62042 |
|---|---|
| Coefficient of variation (CV) | 0.09215871 |
| Kurtosis | -0.081387696 |
| Mean | 5106.6298 |
| Median Absolute Deviation (MAD) | 300 |
| Skewness | 0.01983363 |
| Sum | 924300 |
| Variance | 221483.58 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 4800 | 34 | |
| 5500 | 33 | |
| 5000 | 24 | |
| 5200 | 21 | |
| 5400 | 9 | 5.0% |
| 6000 | 8 | 4.4% |
| 5800 | 6 | 3.3% |
| 5250 | 6 | 3.3% |
| 4500 | 5 | 2.8% |
| 4200 | 5 | 2.8% |
| Other values (12) | 30 |
| Value | Count | Frequency (%) |
| 4150 | 5 | 2.8% |
| 4200 | 5 | 2.8% |
| 4250 | 2 | 1.1% |
| 4350 | 4 | 2.2% |
| 4400 | 3 | 1.7% |
| 4500 | 5 | 2.8% |
| 4650 | 1 | 0.6% |
| 4750 | 4 | 2.2% |
| 4800 | 34 | |
| 4900 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 6600 | 1 | 0.6% |
| 6000 | 8 | 4.4% |
| 5900 | 3 | 1.7% |
| 5800 | 6 | 3.3% |
| 5600 | 1 | 0.6% |
| 5500 | 33 | |
| 5400 | 9 | 5.0% |
| 5300 | 1 | 0.6% |
| 5250 | 6 | 3.3% |
| 5200 | 21 |
city_mpg
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.132597 |
| Minimum | 13 |
|---|---|
| Maximum | 49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 19 |
| median | 24 |
| Q3 | 30 |
| 95-th percentile | 37 |
| Maximum | 49 |
| Range | 36 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 6.4182109 |
|---|---|
| Coefficient of variation (CV) | 0.25537397 |
| Kurtosis | 1.0227113 |
| Mean | 25.132597 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.74213901 |
| Sum | 4549 |
| Variance | 41.193432 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 31 | 24 | |
| 19 | 23 | |
| 24 | 22 | |
| 27 | 14 | 7.7% |
| 17 | 11 | 6.1% |
| 26 | 11 | 6.1% |
| 23 | 10 | 5.5% |
| 25 | 8 | 4.4% |
| 28 | 7 | 3.9% |
| 30 | 7 | 3.9% |
| Other values (17) | 44 |
| Value | Count | Frequency (%) |
| 13 | 1 | 0.6% |
| 14 | 2 | 1.1% |
| 15 | 3 | 1.7% |
| 16 | 4 | 2.2% |
| 17 | 11 | |
| 18 | 3 | 1.7% |
| 19 | 23 | |
| 20 | 3 | 1.7% |
| 21 | 6 | 3.3% |
| 22 | 4 | 2.2% |
| Value | Count | Frequency (%) |
| 49 | 1 | 0.6% |
| 47 | 1 | 0.6% |
| 45 | 1 | 0.6% |
| 38 | 5 | 2.8% |
| 37 | 5 | 2.8% |
| 36 | 1 | 0.6% |
| 33 | 1 | 0.6% |
| 32 | 1 | 0.6% |
| 31 | 24 | |
| 30 | 7 | 3.9% |
highway_mpg
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 16.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.646409 |
| Minimum | 16 |
|---|---|
| Maximum | 54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 25 |
| median | 30 |
| Q3 | 34 |
| 95-th percentile | 42 |
| Maximum | 54 |
| Range | 38 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.8885453 |
|---|---|
| Coefficient of variation (CV) | 0.22477496 |
| Kurtosis | 0.69316239 |
| Mean | 30.646409 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.58690397 |
| Sum | 5547 |
| Variance | 47.452056 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 25 | 18 | 9.9% |
| 32 | 16 | 8.8% |
| 30 | 16 | 8.8% |
| 24 | 15 | 8.3% |
| 38 | 15 | 8.3% |
| 34 | 12 | 6.6% |
| 37 | 11 | 6.1% |
| 33 | 9 | 5.0% |
| 28 | 9 | 5.0% |
| 29 | 8 | 4.4% |
| Other values (20) | 52 |
| Value | Count | Frequency (%) |
| 16 | 2 | 1.1% |
| 17 | 1 | 0.6% |
| 18 | 2 | 1.1% |
| 19 | 2 | 1.1% |
| 20 | 2 | 1.1% |
| 22 | 5 | 2.8% |
| 23 | 7 | 3.9% |
| 24 | 15 | |
| 25 | 18 | |
| 26 | 3 | 1.7% |
| Value | Count | Frequency (%) |
| 54 | 1 | 0.6% |
| 53 | 1 | 0.6% |
| 50 | 1 | 0.6% |
| 47 | 2 | 1.1% |
| 46 | 2 | 1.1% |
| 43 | 2 | 1.1% |
| 42 | 2 | 1.1% |
| 41 | 3 | 1.7% |
| 39 | 1 | 0.6% |
| 38 | 15 |
price
Real number (ℝ)
| Distinct | 168 |
|---|---|
| Distinct (%) | 92.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13271.315 |
| Minimum | 5118 |
|---|---|
| Maximum | 45400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 KiB |
Quantile statistics
| Minimum | 5118 |
|---|---|
| 5-th percentile | 6229 |
| Q1 | 7775 |
| median | 10295 |
| Q3 | 16500 |
| 95-th percentile | 34028 |
| Maximum | 45400 |
| Range | 40282 |
| Interquartile range (IQR) | 8725 |
Descriptive statistics
| Standard deviation | 8106.4796 |
|---|---|
| Coefficient of variation (CV) | 0.61082716 |
| Kurtosis | 3.2006741 |
| Mean | 13271.315 |
| Median Absolute Deviation (MAD) | 3204 |
| Skewness | 1.8284454 |
| Sum | 2402108 |
| Variance | 65715012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7775 | 2 | 1.1% |
| 6229 | 2 | 1.1% |
| 5572 | 2 | 1.1% |
| 18150 | 2 | 1.1% |
| 7295 | 2 | 1.1% |
| 13499 | 2 | 1.1% |
| 16500 | 2 | 1.1% |
| 7609 | 2 | 1.1% |
| 8921 | 2 | 1.1% |
| 8845 | 2 | 1.1% |
| Other values (158) | 161 |
| Value | Count | Frequency (%) |
| 5118 | 1 | |
| 5151 | 1 | |
| 5195 | 1 | |
| 5389 | 1 | |
| 5399 | 1 | |
| 5499 | 1 | |
| 5572 | 2 | |
| 6095 | 1 | |
| 6229 | 2 | |
| 6295 | 1 |
| Value | Count | Frequency (%) |
| 45400 | 1 | |
| 41315 | 1 | |
| 40960 | 1 | |
| 37028 | 1 | |
| 36880 | 1 | |
| 36000 | 1 | |
| 35550 | 1 | |
| 35056 | 1 | |
| 34184 | 1 | |
| 34028 | 1 |
| ID | symboling | normalized_losses | wheel_base | length | width | height | curb_weight | engine_size | bore | stroke | compression_ratio | horsepower | peak_rpm | city_mpg | highway_mpg | price | make | fuel_type | aspiration | num_of_doors | body_style | drive_wheels | engine_location | engine_type | num_of_cylinders | fuel_system | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | 1.000 | 0.052 | -0.008 | -0.114 | -0.108 | -0.089 | -0.004 | -0.080 | -0.031 | -0.100 | -0.076 | -0.060 | -0.086 | 0.048 | 0.041 | 0.044 | -0.104 | 0.000 | 0.209 | 0.161 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.108 |
| symboling | 0.052 | 1.000 | 0.509 | -0.549 | -0.404 | -0.247 | -0.540 | -0.233 | -0.150 | -0.120 | -0.015 | -0.008 | 0.038 | 0.293 | -0.071 | 0.004 | -0.118 | 0.434 | 0.224 | 0.187 | 0.475 | 0.335 | 0.270 | 0.270 | 0.226 | 0.161 | 0.263 |
| normalized_losses | -0.008 | 0.509 | 1.000 | -0.114 | -0.008 | 0.096 | -0.376 | 0.080 | 0.084 | -0.058 | 0.143 | -0.053 | 0.207 | 0.256 | -0.220 | -0.170 | 0.153 | 0.318 | 0.047 | 0.070 | 0.263 | 0.160 | 0.233 | 0.000 | 0.317 | 0.197 | 0.089 |
| wheel_base | -0.114 | -0.549 | -0.114 | 1.000 | 0.914 | 0.814 | 0.628 | 0.745 | 0.632 | 0.514 | 0.268 | -0.061 | 0.474 | -0.330 | -0.438 | -0.492 | 0.658 | 0.493 | 0.403 | 0.348 | 0.281 | 0.322 | 0.402 | 0.562 | 0.381 | 0.345 | 0.223 |
| length | -0.108 | -0.404 | -0.008 | 0.914 | 1.000 | 0.891 | 0.512 | 0.881 | 0.778 | 0.631 | 0.228 | -0.134 | 0.645 | -0.297 | -0.631 | -0.662 | 0.799 | 0.485 | 0.155 | 0.210 | 0.214 | 0.229 | 0.398 | 0.000 | 0.346 | 0.381 | 0.301 |
| width | -0.089 | -0.247 | 0.096 | 0.814 | 0.891 | 1.000 | 0.344 | 0.853 | 0.763 | 0.599 | 0.268 | -0.097 | 0.678 | -0.230 | -0.655 | -0.675 | 0.817 | 0.545 | 0.300 | 0.337 | 0.124 | 0.140 | 0.431 | 0.050 | 0.403 | 0.570 | 0.256 |
| height | -0.004 | -0.540 | -0.376 | 0.628 | 0.512 | 0.344 | 1.000 | 0.328 | 0.185 | 0.200 | -0.008 | 0.046 | -0.018 | -0.283 | -0.026 | -0.088 | 0.231 | 0.464 | 0.323 | 0.286 | 0.372 | 0.510 | 0.381 | 0.294 | 0.418 | 0.358 | 0.299 |
| curb_weight | -0.080 | -0.233 | 0.080 | 0.745 | 0.881 | 0.853 | 0.328 | 1.000 | 0.876 | 0.694 | 0.191 | -0.164 | 0.803 | -0.255 | -0.793 | -0.819 | 0.915 | 0.501 | 0.341 | 0.380 | 0.166 | 0.251 | 0.456 | 0.105 | 0.351 | 0.503 | 0.284 |
| engine_size | -0.031 | -0.150 | 0.084 | 0.632 | 0.778 | 0.763 | 0.185 | 0.876 | 1.000 | 0.688 | 0.303 | -0.200 | 0.814 | -0.288 | -0.713 | -0.706 | 0.826 | 0.523 | 0.169 | 0.293 | 0.096 | 0.221 | 0.492 | 0.743 | 0.565 | 0.663 | 0.325 |
| bore | -0.100 | -0.120 | -0.058 | 0.514 | 0.631 | 0.599 | 0.200 | 0.694 | 0.688 | 1.000 | -0.078 | -0.120 | 0.627 | -0.325 | -0.594 | -0.604 | 0.639 | 0.576 | 0.169 | 0.330 | 0.000 | 0.179 | 0.433 | 0.336 | 0.368 | 0.235 | 0.364 |
| stroke | -0.076 | -0.015 | 0.143 | 0.268 | 0.228 | 0.268 | -0.008 | 0.191 | 0.303 | -0.078 | 1.000 | -0.076 | 0.159 | -0.072 | -0.054 | -0.046 | 0.151 | 0.600 | 0.338 | 0.276 | 0.000 | 0.168 | 0.339 | 0.743 | 0.445 | 0.266 | 0.290 |
| compression_ratio | -0.060 | -0.008 | -0.053 | -0.061 | -0.134 | -0.097 | 0.046 | -0.164 | -0.200 | -0.120 | -0.076 | 1.000 | -0.320 | -0.031 | 0.433 | 0.395 | -0.124 | 0.507 | 0.992 | 0.557 | 0.138 | 0.000 | 0.117 | 0.000 | 0.366 | 0.530 | 0.516 |
| horsepower | -0.086 | 0.038 | 0.207 | 0.474 | 0.645 | 0.678 | -0.018 | 0.803 | 0.814 | 0.627 | 0.159 | -0.320 | 1.000 | 0.098 | -0.912 | -0.886 | 0.849 | 0.446 | 0.104 | 0.354 | 0.024 | 0.208 | 0.438 | 0.840 | 0.445 | 0.542 | 0.325 |
| peak_rpm | 0.048 | 0.293 | 0.256 | -0.330 | -0.297 | -0.230 | -0.283 | -0.255 | -0.288 | -0.325 | -0.072 | -0.031 | 0.098 | 1.000 | -0.133 | -0.053 | -0.083 | 0.467 | 0.584 | 0.321 | 0.132 | 0.055 | 0.247 | 0.466 | 0.363 | 0.301 | 0.372 |
| city_mpg | 0.041 | -0.071 | -0.220 | -0.438 | -0.631 | -0.655 | -0.026 | -0.793 | -0.713 | -0.594 | -0.054 | 0.433 | -0.912 | -0.133 | 1.000 | 0.968 | -0.822 | 0.350 | 0.355 | 0.256 | 0.058 | 0.000 | 0.369 | 0.123 | 0.262 | 0.461 | 0.285 |
| highway_mpg | 0.044 | 0.004 | -0.170 | -0.492 | -0.662 | -0.675 | -0.088 | -0.819 | -0.706 | -0.604 | -0.046 | 0.395 | -0.886 | -0.053 | 0.968 | 1.000 | -0.820 | 0.388 | 0.360 | 0.338 | 0.179 | 0.000 | 0.423 | 0.097 | 0.377 | 0.527 | 0.339 |
| price | -0.104 | -0.118 | 0.153 | 0.658 | 0.799 | 0.817 | 0.231 | 0.915 | 0.826 | 0.639 | 0.151 | -0.124 | 0.849 | -0.083 | -0.822 | -0.820 | 1.000 | 0.382 | 0.378 | 0.401 | 0.000 | 0.235 | 0.454 | 0.491 | 0.277 | 0.453 | 0.282 |
| make | 0.000 | 0.434 | 0.318 | 0.493 | 0.485 | 0.545 | 0.464 | 0.501 | 0.523 | 0.576 | 0.600 | 0.507 | 0.446 | 0.467 | 0.350 | 0.388 | 0.382 | 1.000 | 0.392 | 0.442 | 0.159 | 0.307 | 0.595 | 0.795 | 0.674 | 0.535 | 0.540 |
| fuel_type | 0.209 | 0.224 | 0.047 | 0.403 | 0.155 | 0.300 | 0.323 | 0.341 | 0.169 | 0.169 | 0.338 | 0.992 | 0.104 | 0.584 | 0.355 | 0.360 | 0.378 | 0.392 | 1.000 | 0.377 | 0.188 | 0.164 | 0.146 | 0.000 | 0.313 | 0.208 | 0.983 |
| aspiration | 0.161 | 0.187 | 0.070 | 0.348 | 0.210 | 0.337 | 0.286 | 0.380 | 0.293 | 0.330 | 0.276 | 0.557 | 0.354 | 0.321 | 0.256 | 0.338 | 0.401 | 0.442 | 0.377 | 1.000 | 0.000 | 0.000 | 0.111 | 0.000 | 0.216 | 0.177 | 0.625 |
| num_of_doors | 0.000 | 0.475 | 0.263 | 0.281 | 0.214 | 0.124 | 0.372 | 0.166 | 0.096 | 0.000 | 0.000 | 0.138 | 0.024 | 0.132 | 0.058 | 0.179 | 0.000 | 0.159 | 0.188 | 0.000 | 1.000 | 0.531 | 0.080 | 0.108 | 0.074 | 0.054 | 0.141 |
| body_style | 0.000 | 0.335 | 0.160 | 0.322 | 0.229 | 0.140 | 0.510 | 0.251 | 0.221 | 0.179 | 0.168 | 0.000 | 0.208 | 0.055 | 0.000 | 0.000 | 0.235 | 0.307 | 0.164 | 0.000 | 0.531 | 1.000 | 0.246 | 0.434 | 0.129 | 0.098 | 0.144 |
| drive_wheels | 0.000 | 0.270 | 0.233 | 0.402 | 0.398 | 0.431 | 0.381 | 0.456 | 0.492 | 0.433 | 0.339 | 0.117 | 0.438 | 0.247 | 0.369 | 0.423 | 0.454 | 0.595 | 0.146 | 0.111 | 0.080 | 0.246 | 1.000 | 0.138 | 0.444 | 0.333 | 0.386 |
| engine_location | 0.000 | 0.270 | 0.000 | 0.562 | 0.000 | 0.050 | 0.294 | 0.105 | 0.743 | 0.336 | 0.743 | 0.000 | 0.840 | 0.466 | 0.123 | 0.097 | 0.491 | 0.795 | 0.000 | 0.000 | 0.108 | 0.434 | 0.138 | 1.000 | 0.400 | 0.298 | 0.000 |
| engine_type | 0.008 | 0.226 | 0.317 | 0.381 | 0.346 | 0.403 | 0.418 | 0.351 | 0.565 | 0.368 | 0.445 | 0.366 | 0.445 | 0.363 | 0.262 | 0.377 | 0.277 | 0.674 | 0.313 | 0.216 | 0.074 | 0.129 | 0.444 | 0.400 | 1.000 | 0.585 | 0.427 |
| num_of_cylinders | 0.000 | 0.161 | 0.197 | 0.345 | 0.381 | 0.570 | 0.358 | 0.503 | 0.663 | 0.235 | 0.266 | 0.530 | 0.542 | 0.301 | 0.461 | 0.527 | 0.453 | 0.535 | 0.208 | 0.177 | 0.054 | 0.098 | 0.333 | 0.298 | 0.585 | 1.000 | 0.374 |
| fuel_system | 0.108 | 0.263 | 0.089 | 0.223 | 0.301 | 0.256 | 0.299 | 0.284 | 0.325 | 0.364 | 0.290 | 0.516 | 0.325 | 0.372 | 0.285 | 0.339 | 0.282 | 0.540 | 0.983 | 0.625 | 0.141 | 0.144 | 0.386 | 0.000 | 0.427 | 0.374 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| ID | symboling | normalized_losses | make | fuel_type | aspiration | num_of_doors | body_style | drive_wheels | engine_location | wheel_base | length | width | height | curb_weight | engine_type | num_of_cylinders | engine_size | fuel_system | bore | stroke | compression_ratio | horsepower | peak_rpm | city_mpg | highway_mpg | price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | -1 | 65.00000 | toyota | gas | std | four | hatchback | fwd | front | 102.40000 | 175.60000 | 66.50000 | 53.90000 | 2458 | ohc | four | 122 | mpfi | 3.31000 | 3.54000 | 8.70000 | 92.00000 | 4200.00000 | 27 | 32 | 11248 |
| 1 | 2 | 0 | 188.00000 | bmw | gas | std | two | sedan | rwd | front | 101.20000 | 176.80000 | 64.80000 | 54.30000 | 2710 | ohc | six | 164 | mpfi | 3.31000 | 3.19000 | 9.00000 | 121.00000 | 4250.00000 | 21 | 28 | 20970 |
| 2 | 3 | 0 | 115.00000 | renault | gas | std | four | wagon | fwd | front | 96.10000 | 181.50000 | 66.50000 | 55.20000 | 2579 | ohc | four | 132 | mpfi | 3.46000 | 3.90000 | 8.70000 | 95.00000 | 5100.00000 | 23 | 31 | 9295 |
| 3 | 4 | 0 | 161.00000 | peugot | diesel | turbo | four | sedan | rwd | front | 107.90000 | 186.70000 | 68.40000 | 56.70000 | 3197 | l | four | 152 | idi | 3.70000 | 3.52000 | 21.00000 | 95.00000 | 4150.00000 | 28 | 33 | 13200 |
| 4 | 5 | -2 | 103.00000 | volvo | gas | std | four | sedan | rwd | front | 104.30000 | 188.80000 | 67.20000 | 56.20000 | 2935 | ohc | four | 141 | mpfi | 3.78000 | 3.15000 | 9.50000 | 114.00000 | 5400.00000 | 24 | 28 | 15985 |
| 5 | 6 | 1 | 118.00000 | dodge | gas | turbo | two | hatchback | fwd | front | 93.70000 | 157.30000 | 63.80000 | 50.80000 | 2128 | ohc | four | 98 | mpfi | 3.03000 | 3.39000 | 7.60000 | 102.00000 | 5500.00000 | 24 | 30 | 7957 |
| 6 | 7 | 0 | 145.00000 | jaguar | gas | std | four | sedan | rwd | front | 113.00000 | 199.60000 | 69.60000 | 52.80000 | 4066 | dohc | six | 258 | mpfi | 3.63000 | 4.17000 | 8.10000 | 176.00000 | 4750.00000 | 15 | 19 | 32250 |
| 7 | 8 | 3 | 115.00000 | porsche | gas | std | two | hardtop | rwd | rear | 89.50000 | 168.90000 | 65.00000 | 51.60000 | 2756 | ohcf | six | 194 | mpfi | 3.74000 | 2.90000 | 9.50000 | 207.00000 | 5900.00000 | 17 | 25 | 32528 |
| 8 | 9 | 0 | 89.00000 | subaru | gas | std | four | wagon | fwd | front | 97.00000 | 173.50000 | 65.40000 | 53.00000 | 2455 | ohcf | four | 108 | mpfi | 3.62000 | 2.64000 | 9.00000 | 94.00000 | 5200.00000 | 25 | 31 | 10198 |
| 9 | 10 | 3 | 153.00000 | mitsubishi | gas | turbo | two | hatchback | fwd | front | 96.30000 | 173.00000 | 65.40000 | 49.40000 | 2370 | ohc | four | 110 | spdi | 3.17000 | 3.46000 | 7.50000 | 116.00000 | 5500.00000 | 23 | 30 | 9959 |
| ID | symboling | normalized_losses | make | fuel_type | aspiration | num_of_doors | body_style | drive_wheels | engine_location | wheel_base | length | width | height | curb_weight | engine_type | num_of_cylinders | engine_size | fuel_system | bore | stroke | compression_ratio | horsepower | peak_rpm | city_mpg | highway_mpg | price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 171 | 172 | 1 | 98.00000 | chevrolet | gas | std | two | hatchback | fwd | front | 94.50000 | 155.90000 | 63.60000 | 52.00000 | 1874 | ohc | four | 90 | 2bbl | 3.03000 | 3.11000 | 9.60000 | 70.00000 | 5400.00000 | 38 | 43 | 6295 |
| 172 | 173 | 3 | 115.00000 | mitsubishi | gas | turbo | two | hatchback | fwd | front | 95.90000 | 173.20000 | 66.30000 | 50.20000 | 2833 | ohc | four | 156 | spdi | 3.58000 | 3.86000 | 7.00000 | 145.00000 | 5000.00000 | 19 | 24 | 12629 |
| 173 | 174 | 1 | 101.00000 | honda | gas | std | two | hatchback | fwd | front | 93.70000 | 150.00000 | 64.00000 | 52.60000 | 1940 | ohc | four | 92 | 1bbl | 2.91000 | 3.41000 | 9.20000 | 76.00000 | 6000.00000 | 30 | 34 | 6529 |
| 174 | 175 | -1 | 74.00000 | volvo | gas | std | four | wagon | rwd | front | 104.30000 | 188.80000 | 67.20000 | 57.50000 | 3034 | ohc | four | 141 | mpfi | 3.78000 | 3.15000 | 9.50000 | 114.00000 | 5400.00000 | 23 | 28 | 13415 |
| 175 | 176 | 1 | 125.00000 | mitsubishi | gas | std | four | sedan | fwd | front | 96.30000 | 172.40000 | 65.40000 | 51.60000 | 2365 | ohc | four | 122 | 2bbl | 3.35000 | 3.46000 | 8.50000 | 88.00000 | 5000.00000 | 25 | 32 | 6989 |
| 176 | 177 | 1 | 129.00000 | mazda | gas | std | two | hatchback | fwd | front | 98.80000 | 177.80000 | 66.50000 | 53.70000 | 2385 | ohc | four | 122 | 2bbl | 3.39000 | 3.39000 | 8.60000 | 84.00000 | 4800.00000 | 26 | 32 | 10595 |
| 177 | 178 | 1 | 113.00000 | mazda | gas | std | four | sedan | fwd | front | 93.10000 | 166.80000 | 64.20000 | 54.10000 | 1950 | ohc | four | 91 | 2bbl | 3.08000 | 3.15000 | 9.00000 | 68.00000 | 5000.00000 | 31 | 38 | 7395 |
| 178 | 179 | 1 | 119.00000 | plymouth | gas | std | two | hatchback | fwd | front | 93.70000 | 157.30000 | 63.80000 | 50.80000 | 1918 | ohc | four | 90 | 2bbl | 2.97000 | 3.23000 | 9.40000 | 68.00000 | 5500.00000 | 37 | 41 | 5572 |
| 179 | 180 | 3 | 115.00000 | alfa-romero | gas | std | two | convertible | rwd | front | 88.60000 | 168.80000 | 64.10000 | 48.80000 | 2548 | dohc | four | 130 | mpfi | 3.47000 | 2.68000 | 9.00000 | 111.00000 | 5000.00000 | 21 | 27 | 16500 |
| 180 | 181 | -1 | 115.00000 | toyota | gas | std | four | wagon | rwd | front | 104.50000 | 187.80000 | 66.50000 | 54.10000 | 3151 | dohc | six | 161 | mpfi | 3.27000 | 3.35000 | 9.20000 | 156.00000 | 5200.00000 | 19 | 24 | 15750 |